Mitigating Large Language Model Hallucinations via Autonomous Knowledge
Graph-based Retrofitting

Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-based Retrofitting

22 November 2023

Yaojie Lu

Xianpei Han

Papers citing "Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-based Retrofitting"

17 / 17 papers shown

Title
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases Derian Boer Stephen Roth Stefan Kramer KELM 32 0 0 14 May 2025
Topology-Aware Conformal Prediction for Stream Networks Jifan Zhang Fangxin Wang Philip S. Yu Kaize Ding Shixiang Zhu AI4TS 41 2 0 06 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
K-ON: Stacking Knowledge On the Head Layer of Large Language Model Lingbing Guo Wenjie Qu Zhongpu Bo Zhuo Chen Mengshu Sun Qing Cui Wen Zhang H. Chen 96 0 0 10 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 127 9 0 05 Feb 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 70 7 0 21 Jan 2025
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 78 4 0 18 Oct 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 79 13 0 16 Aug 2024
1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators? Yue Huang Chenrui Fan Yuan Li Siyuan Wu Tianyi Zhou Xiangliang Zhang Lichao Sun 53 3 0 20 Jun 2024
Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory Nikola Zubić Federico Soldá Aurelio Sulser Davide Scaramuzza LRM BDL 52 5 0 26 May 2024
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering Armin Toroghi Willis Guo Mohammad Mahdi Torabi pour Scott Sanner LRM 31 8 0 03 Mar 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 38 3 0 15 Feb 2024
Mintaka: A Complex, Natural, and Multilingual Dataset for End-to-End Question Answering Priyanka Sen Alham Fikri Aji Amir Saffari LRM 102 61 0 04 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 325 11,953 0 04 Mar 2022
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 242 593 0 14 Jul 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,124 0 18 Apr 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View Tianyu Liu Xin Zheng Baobao Chang Zhifang Sui 127 35 0 17 Feb 2021